Overview

Brought to you by YData

Dataset statistics

Number of variables	31
Number of observations	45
Missing cells	38
Missing cells (%)	2.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.0 KiB
Average record size in memory	250.8 B

Variable types

Text	2
Numeric	21
Categorical	4
DateTime	4

Alerts

`astrological_sign` is highly overall correlated with `birth_month`	High correlation
`birth_month` is highly overall correlated with `astrological_sign` and 1 other fields	High correlation
`birth_year` is highly overall correlated with `death_year` and 4 other fields	High correlation
`body_mass_index` is highly overall correlated with `body_mass_index_range` and 2 other fields	High correlation
`body_mass_index_range` is highly overall correlated with `birth_month` and 3 other fields	High correlation
`death_age` is highly overall correlated with `presidency_begin_age` and 2 other fields	High correlation
`death_year` is highly overall correlated with `birth_year` and 3 other fields	High correlation
`height_cm` is highly overall correlated with `height_in`	High correlation
`height_in` is highly overall correlated with `height_cm`	High correlation
`presidency_begin_age` is highly overall correlated with `death_age` and 1 other fields	High correlation
`presidency_end_age` is highly overall correlated with `death_age` and 1 other fields	High correlation
`term_begin_day` is highly overall correlated with `birth_year` and 4 other fields	High correlation
`term_begin_year` is highly overall correlated with `birth_year` and 4 other fields	High correlation
`term_end_day` is highly overall correlated with `birth_year` and 4 other fields	High correlation
`term_end_month` is highly overall correlated with `death_age` and 1 other fields	High correlation
`term_end_year` is highly overall correlated with `birth_year` and 4 other fields	High correlation
`weight_kg` is highly overall correlated with `body_mass_index` and 2 other fields	High correlation
`weight_lb` is highly overall correlated with `body_mass_index` and 2 other fields	High correlation
`death_day` has 6 (13.3%) missing values	Missing
`death_month` has 6 (13.3%) missing values	Missing
`death_year` has 6 (13.3%) missing values	Missing
`death_date` has 6 (13.3%) missing values	Missing
`death_age` has 6 (13.3%) missing values	Missing
`term_end_day` has 1 (2.2%) missing values	Missing
`term_end_month` has 1 (2.2%) missing values	Missing
`term_end_year` has 1 (2.2%) missing values	Missing
`term_end_date` has 1 (2.2%) missing values	Missing
`presidency_end_age` has 1 (2.2%) missing values	Missing
`corrected_iq` has 3 (6.7%) missing values	Missing
`name` has unique values	Unique
`birth_date` has unique values	Unique
`term_begin_date` has unique values	Unique

Reproduction

Analysis started	2025-06-25 22:36:10.152361
Analysis finished	2025-06-25 22:36:22.845837
Duration	12.69 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

name
Text

Unique

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Length

Max length	26
Median length	22
Mean length	18.244444
Min length	10

Characters and Unicode

Total characters	821
Distinct characters	49
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	45 ?
Unique (%)	100.0%

Sample

1st row	George Washington
2nd row	John Adams
3rd row	Thomas Jefferson
4th row	James Madison
5th row	James Monroe

Value	Count	Frequency (%)
james	6	5.0%
john	6	5.0%
william	4	3.3%
george	3	2.5%
herbert	2	1.7%
adams	2	1.7%
jefferson	2	1.7%
bush	2	1.7%
walker	2	1.7%
andrew	2	1.7%
Other values (83)	89	74.2%

Most occurring characters

Value	Count	Frequency (%)
	75	9.1%
e	68	8.3%
a	67	8.2%
n	65	7.9%
r	63	7.7%
o	60	7.3%
l	43	5.2%
i	42	5.1%
s	37	4.5%
h	28	3.4%
Other values (39)	273	33.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	821	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	75	9.1%
e	68	8.3%
a	67	8.2%
n	65	7.9%
r	63	7.7%
o	60	7.3%
l	43	5.2%
i	42	5.1%
s	37	4.5%
h	28	3.4%
Other values (39)	273	33.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	821	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	75	9.1%
e	68	8.3%
a	67	8.2%
n	65	7.9%
r	63	7.7%
o	60	7.3%
l	43	5.2%
i	42	5.1%
s	37	4.5%
h	28	3.4%
Other values (39)	273	33.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	821	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	75	9.1%
e	68	8.3%
a	67	8.2%
n	65	7.9%
r	63	7.7%
o	60	7.3%
l	43	5.2%
i	42	5.1%
s	37	4.5%
h	28	3.4%
Other values (39)	273	33.3%

height_cm
Real number (ℝ)

High correlation

Distinct	19
Distinct (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	180.15556

Minimum	163
Maximum	193
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	163
5-th percentile	168.4
Q1	175
median	182
Q3	185
95-th percentile	190.6
Maximum	193
Range	30
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.0290163
Coefficient of variation (CV)	0.039016373
Kurtosis	-0.4355819
Mean	180.15556
Median Absolute Deviation (MAD)	5
Skewness	-0.32624855
Sum	8107
Variance	49.407071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
183	6	13.3%
188	5	11.1%
182	5	11.1%
173	4	8.9%
178	4	8.9%
185	4	8.9%
180	2	4.4%
170	2	4.4%
175	2	4.4%
168	2	4.4%
Other values (9)	9	20.0%

Value	Count	Frequency (%)
163	1	2.2%
168	2	4.4%
170	2	4.4%
171	1	2.2%
173	4	8.9%
174	1	2.2%
175	2	4.4%
177	1	2.2%
178	4	8.9%
179	1	2.2%

Value	Count	Frequency (%)
193	1	2.2%
192	1	2.2%
191	1	2.2%
189	1	2.2%
188	5	11.1%
185	4	8.9%
183	6	13.3%
182	5	11.1%
180	2	4.4%
179	1	2.2%

height_in
Real number (ℝ)

High correlation

Distinct	19
Distinct (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.9

Minimum	64
Maximum	76
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	64
5-th percentile	66.2
Q1	69
median	71.5
Q3	73
95-th percentile	74.9
Maximum	76
Range	12
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.7851065
Coefficient of variation (CV)	0.039282179
Kurtosis	-0.40681414
Mean	70.9
Median Absolute Deviation (MAD)	2
Skewness	-0.34342905
Sum	3190.5
Variance	7.7568182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
72	6	13.3%
74	5	11.1%
71.5	5	11.1%
68	4	8.9%
70	4	8.9%
73	4	8.9%
71	2	4.4%
67	2	4.4%
69	2	4.4%
66	2	4.4%
Other values (9)	9	20.0%

Value	Count	Frequency (%)
64	1	2.2%
66	2	4.4%
67	2	4.4%
67.5	1	2.2%
68	4	8.9%
68.5	1	2.2%
69	2	4.4%
69.5	1	2.2%
70	4	8.9%
70.5	1	2.2%

Value	Count	Frequency (%)
76	1	2.2%
75.5	1	2.2%
75	1	2.2%
74.5	1	2.2%
74	5	11.1%
73	4	8.9%
72	6	13.3%
71.5	5	11.1%
71	2	4.4%
70.5	1	2.2%

weight_kg
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	84.864444

Minimum	55.3
Maximum	154.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	55.3
5-th percentile	66.22
Q1	75.7
median	81.6
Q3	90.3
95-th percentile	107.5
Maximum	154.2
Range	98.9
Interquartile range (IQR)	14.6

Descriptive statistics

Standard deviation	16.328519
Coefficient of variation (CV)	0.19240707
Kurtosis	6.5053105
Mean	84.864444
Median Absolute Deviation (MAD)	7.2
Skewness	1.9157353
Sum	3818.9
Variance	266.62053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
79.4	4	8.9%
73.5	2	4.4%
83.9	2	4.4%
70.8	2	4.4%
86.2	2	4.4%
107.5	2	4.4%
72.6	2	4.4%
81.6	2	4.4%
95.3	1	2.2%
80.3	1	2.2%
Other values (25)	25	55.6%

Value	Count	Frequency (%)
55.3	1	2.2%
63.5	1	2.2%
65.3	1	2.2%
69.9	1	2.2%
70.8	2	4.4%
72.6	2	4.4%
73.5	2	4.4%
74.4	1	2.2%
75.7	1	2.2%
77.1	1	2.2%

Value	Count	Frequency (%)
154.2	1	2.2%
117.9	1	2.2%
107.5	2	4.4%
104.3	1	2.2%
101.6	1	2.2%
101.2	1	2.2%
98.4	1	2.2%
95.3	1	2.2%
92.1	1	2.2%
90.7	1	2.2%

weight_lb
Real number (ℝ)

High correlation

Distinct	35
Distinct (%)	77.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	187.08889

Minimum	122
Maximum	340
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	122
5-th percentile	146
Q1	167
median	180
Q3	199
95-th percentile	237
Maximum	340
Range	218
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	36.006832
Coefficient of variation (CV)	0.19245842
Kurtosis	6.5085991
Mean	187.08889
Median Absolute Deviation (MAD)	16
Skewness	1.9171713
Sum	8419
Variance	1296.4919
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
175	4	8.9%
162	2	4.4%
185	2	4.4%
156	2	4.4%
190	2	4.4%
237	2	4.4%
160	2	4.4%
180	2	4.4%
210	1	2.2%
177	1	2.2%
Other values (25)	25	55.6%

Value	Count	Frequency (%)
122	1	2.2%
140	1	2.2%
144	1	2.2%
154	1	2.2%
156	2	4.4%
160	2	4.4%
162	2	4.4%
164	1	2.2%
167	1	2.2%
170	1	2.2%

Value	Count	Frequency (%)
340	1	2.2%
260	1	2.2%
237	2	4.4%
230	1	2.2%
224	1	2.2%
223	1	2.2%
217	1	2.2%
210	1	2.2%
203	1	2.2%
200	1	2.2%

body_mass_index
Real number (ℝ)

High correlation

Distinct	36
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.142222

Minimum	18.6
Maximum	46.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	18.6
5-th percentile	21.38
Q1	23.4
median	25
Q3	27.1
95-th percentile	34.62
Maximum	46.6
Range	28
Interquartile range (IQR)	3.7

Descriptive statistics

Standard deviation	4.8189724
Coefficient of variation (CV)	0.18433675
Kurtosis	6.6214434
Mean	26.142222
Median Absolute Deviation (MAD)	1.8
Skewness	2.1200447
Sum	1176.4
Variance	23.222495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
25.6	3	6.7%
23.8	3	6.7%
22.5	2	4.4%
24.4	2	4.4%
26.4	2	4.4%
25.7	2	4.4%
23.2	2	4.4%
33.9	1	2.2%
46.6	1	2.2%
23.4	1	2.2%
Other values (26)	26	57.8%

Value	Count	Frequency (%)
18.6	1	2.2%
20.8	1	2.2%
21.3	1	2.2%
21.7	1	2.2%
22.1	1	2.2%
22.3	1	2.2%
22.5	2	4.4%
23	1	2.2%
23.2	2	4.4%
23.4	1	2.2%

Value	Count	Frequency (%)
46.6	1	2.2%
36.4	1	2.2%
34.8	1	2.2%
33.9	1	2.2%
31.5	1	2.2%
31.2	1	2.2%
29.5	1	2.2%
29.4	1	2.2%
29	1	2.2%
28.7	1	2.2%

body_mass_index_range
Categorical

High correlation

Distinct	5
Distinct (%)	11.1%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Normal	22
Overweight	17
Obese	4
Severely Obese	1
Morbidly Obese	1

Length

Max length	14
Median length	10
Mean length	7.7777778
Min length	5

Characters and Unicode

Total characters	350
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	4.4%

Sample

1st row	Normal
2nd row	Overweight
3rd row	Normal
4th row	Normal
5th row	Overweight

Common Values

Value	Count	Frequency (%)
Normal	22	48.9%
Overweight	17	37.8%
Obese	4	8.9%
Severely Obese	1	2.2%
Morbidly Obese	1	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
normal	22	46.8%
overweight	17	36.2%
obese	6	12.8%
severely	1	2.1%
morbidly	1	2.1%

Most occurring characters

Value	Count	Frequency (%)
e	49	14.0%
r	41	11.7%
l	24	6.9%
O	23	6.6%
o	23	6.6%
N	22	6.3%
m	22	6.3%
a	22	6.3%
i	18	5.1%
v	18	5.1%
Other values (11)	88	25.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	350	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	49	14.0%
r	41	11.7%
l	24	6.9%
O	23	6.6%
o	23	6.6%
N	22	6.3%
m	22	6.3%
a	22	6.3%
i	18	5.1%
v	18	5.1%
Other values (11)	88	25.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	350	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	49	14.0%
r	41	11.7%
l	24	6.9%
O	23	6.6%
o	23	6.6%
N	22	6.3%
m	22	6.3%
a	22	6.3%
i	18	5.1%
v	18	5.1%
Other values (11)	88	25.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	350	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	49	14.0%
r	41	11.7%
l	24	6.9%
O	23	6.6%
o	23	6.6%
N	22	6.3%
m	22	6.3%
a	22	6.3%
i	18	5.1%
v	18	5.1%
Other values (11)	88	25.1%

birth_day
Real number (ℝ)

Distinct	25
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.977778

Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1
5-th percentile	2.4
Q1	8
median	15
Q3	24
95-th percentile	29
Maximum	30
Range	29
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.3188199
Coefficient of variation (CV)	0.58323629
Kurtosis	-1.3349957
Mean	15.977778
Median Absolute Deviation (MAD)	8
Skewness	0.071293758
Sum	719
Variance	86.840404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
29	4	8.9%
4	3	6.7%
14	3	6.7%
27	3	6.7%
20	2	4.4%
12	2	4.4%
23	2	4.4%
30	2	4.4%
2	2	4.4%
6	2	4.4%
Other values (15)	20	44.4%

Value	Count	Frequency (%)
1	1	2.2%
2	2	4.4%
4	3	6.7%
5	2	4.4%
6	2	4.4%
7	1	2.2%
8	1	2.2%
9	2	4.4%
10	1	2.2%
11	1	2.2%

Value	Count	Frequency (%)
30	2	4.4%
29	4	8.9%
28	2	4.4%
27	3	6.7%
24	1	2.2%
23	2	4.4%
22	1	2.2%
20	2	4.4%
19	2	4.4%
18	1	2.2%

birth_month
Real number (ℝ)

High correlation

Distinct	12
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6666667

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	7
Q3	10
95-th percentile	11.8
Maximum	12
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.6431754
Coefficient of variation (CV)	0.54647632
Kurtosis	-1.3983309
Mean	6.6666667
Median Absolute Deviation (MAD)	3
Skewness	-0.11181865
Sum	300
Variance	13.272727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
10	6	13.3%
11	6	13.3%
8	5	11.1%
2	4	8.9%
4	4	8.9%
3	4	8.9%
1	4	8.9%
7	3	6.7%
12	3	6.7%
6	3	6.7%
Other values (2)	3	6.7%

Value	Count	Frequency (%)
1	4	8.9%
2	4	8.9%
3	4	8.9%
4	4	8.9%
5	2	4.4%
6	3	6.7%
7	3	6.7%
8	5	11.1%
9	1	2.2%
10	6	13.3%

Value	Count	Frequency (%)
12	3	6.7%
11	6	13.3%
10	6	13.3%
9	1	2.2%
8	5	11.1%
7	3	6.7%
6	3	6.7%
5	2	4.4%
4	4	8.9%
3	4	8.9%

birth_year
Real number (ℝ)

High correlation

Distinct	39
Distinct (%)	86.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1844.3333

Minimum	1732
Maximum	1961
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1732
5-th percentile	1744.6
Q1	1791
median	1837
Q3	1908
95-th percentile	1946
Maximum	1961
Range	229
Interquartile range (IQR)	117

Descriptive statistics

Standard deviation	65.584782
Coefficient of variation (CV)	0.035560157
Kurtosis	-1.1121448
Mean	1844.3333
Median Absolute Deviation (MAD)	53
Skewness	0.072842273
Sum	82995
Variance	4301.3636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
1946	3	6.7%
1767	2	4.4%
1924	2	4.4%
1913	2	4.4%
1822	2	4.4%
1732	1	2.2%
1882	1	2.2%
1857	1	2.2%
1856	1	2.2%
1865	1	2.2%
Other values (29)	29	64.4%

Value	Count	Frequency (%)
1732	1	2.2%
1735	1	2.2%
1743	1	2.2%
1751	1	2.2%
1758	1	2.2%
1767	2	4.4%
1773	1	2.2%
1782	1	2.2%
1784	1	2.2%
1790	1	2.2%

Value	Count	Frequency (%)
1961	1	2.2%
1946	3	6.7%
1942	1	2.2%
1924	2	4.4%
1917	1	2.2%
1913	2	4.4%
1911	1	2.2%
1908	1	2.2%
1890	1	2.2%
1884	1	2.2%

birth_date
Date

Unique

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Minimum	1732-02-22 00:00:00
Maximum	1961-04-08 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=45)

birthplace
Text

Distinct	43
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Length

Max length	19
Median length	12
Mean length	9.7555556
Min length	4

Characters and Unicode

Total characters	439
Distinct characters	42
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	41 ?
Unique (%)	91.1%

Sample

1st row	Westmoreland County
2nd row	Braintree
3rd row	Shadwell
4th row	Port Conway
5th row	Monroe Hall

Value	Count	Frequency (%)
county	3	4.8%
braintree	2	3.2%
charles	2	3.2%
city	2	3.2%
summerhill	1	1.6%
bend	1	1.6%
shadwell	1	1.6%
port	1	1.6%
conway	1	1.6%
monroe	1	1.6%
Other values (48)	48	76.2%

Most occurring characters

Value	Count	Frequency (%)
n	39	8.9%
a	38	8.7%
e	37	8.4%
l	35	8.0%
o	34	7.7%
i	30	6.8%
r	26	5.9%
t	22	5.0%
	18	4.1%
h	13	3.0%
Other values (32)	147	33.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	439	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	39	8.9%
a	38	8.7%
e	37	8.4%
l	35	8.0%
o	34	7.7%
i	30	6.8%
r	26	5.9%
t	22	5.0%
	18	4.1%
h	13	3.0%
Other values (32)	147	33.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	439	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	39	8.9%
a	38	8.7%
e	37	8.4%
l	35	8.0%
o	34	7.7%
i	30	6.8%
r	26	5.9%
t	22	5.0%
	18	4.1%
h	13	3.0%
Other values (32)	147	33.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	439	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	39	8.9%
a	38	8.7%
e	37	8.4%
l	35	8.0%
o	34	7.7%
i	30	6.8%
r	26	5.9%
t	22	5.0%
	18	4.1%
h	13	3.0%
Other values (32)	147	33.5%

birth_state
Categorical

Distinct	21
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Virginia	8
Ohio	7
New York	5
Massachusetts	4
North Carolina	2
Other values (16)	19

Length

Max length	14
Median length	13
Mean length	8.3333333
Min length	4

Characters and Unicode

Total characters	375
Distinct characters	38
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	13 ?
Unique (%)	28.9%

Sample

1st row	Virginia
2nd row	Massachusetts
3rd row	Virginia
4th row	Virginia
5th row	Virginia

Common Values

Value	Count	Frequency (%)
Virginia	8	17.8%
Ohio	7	15.6%
New York	5	11.1%
Massachusetts	4	8.9%
North Carolina	2	4.4%
Pennsylvania	2	4.4%
Vermont	2	4.4%
Texas	2	4.4%
California	1	2.2%
Connecticut	1	2.2%
Other values (11)	11	24.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
virginia	8	14.5%
new	7	12.7%
ohio	7	12.7%
york	5	9.1%
massachusetts	4	7.3%
carolina	3	5.5%
north	2	3.6%
pennsylvania	2	3.6%
vermont	2	3.6%
texas	2	3.6%
Other values (13)	13	23.6%

Most occurring characters

Value	Count	Frequency (%)
i	47	12.5%
a	39	10.4%
s	28	7.5%
r	27	7.2%
o	26	6.9%
n	25	6.7%
e	24	6.4%
t	16	4.3%
h	15	4.0%
	10	2.7%
Other values (28)	118	31.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	375	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	47	12.5%
a	39	10.4%
s	28	7.5%
r	27	7.2%
o	26	6.9%
n	25	6.7%
e	24	6.4%
t	16	4.3%
h	15	4.0%
	10	2.7%
Other values (28)	118	31.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	375	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	47	12.5%
a	39	10.4%
s	28	7.5%
r	27	7.2%
o	26	6.9%
n	25	6.7%
e	24	6.4%
t	16	4.3%
h	15	4.0%
	10	2.7%
Other values (28)	118	31.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	375	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	47	12.5%
a	39	10.4%
s	28	7.5%
r	27	7.2%
o	26	6.9%
n	25	6.7%
e	24	6.4%
t	16	4.3%
h	15	4.0%
	10	2.7%
Other values (28)	118	31.5%

death_day
Real number (ℝ)

Missing

Distinct	23
Distinct (%)	59.0%
Missing	6
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	14.948718

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1
5-th percentile	2.9
Q1	7
median	15
Q3	22.5
95-th percentile	28.2
Maximum	31
Range	30
Interquartile range (IQR)	15.5

Descriptive statistics

Standard deviation	9.0056962
Coefficient of variation (CV)	0.60243937
Kurtosis	-1.3010406
Mean	14.948718
Median Absolute Deviation (MAD)	8
Skewness	0.091759302
Sum	583
Variance	81.102564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
8	4	8.9%
4	4	8.9%
22	3	6.7%
14	2	4.4%
28	2	4.4%
23	2	4.4%
24	2	4.4%
18	2	4.4%
15	2	4.4%
26	2	4.4%
Other values (13)	14	31.1%
(Missing)	6	13.3%

Value	Count	Frequency (%)
1	1	2.2%
2	1	2.2%
3	1	2.2%
4	4	8.9%
5	2	4.4%
6	1	2.2%
8	4	8.9%
9	1	2.2%
12	1	2.2%
13	1	2.2%

Value	Count	Frequency (%)
31	1	2.2%
30	1	2.2%
28	2	4.4%
26	2	4.4%
24	2	4.4%
23	2	4.4%
22	3	6.7%
20	1	2.2%
19	1	2.2%
18	2	4.4%

death_month
Real number (ℝ)

Missing

Distinct	12
Distinct (%)	30.8%
Missing	6
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	6.1538462

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3.5
median	6
Q3	8.5
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.4605937
Coefficient of variation (CV)	0.56234647
Kurtosis	-0.916846
Mean	6.1538462
Median Absolute Deviation (MAD)	3
Skewness	0.15649978
Sum	240
Variance	11.975709
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
7	7	15.6%
6	6	13.3%
1	5	11.1%
12	4	8.9%
4	4	8.9%
3	3	6.7%
2	2	4.4%
10	2	4.4%
9	2	4.4%
11	2	4.4%
Other values (2)	2	4.4%
(Missing)	6	13.3%

Value	Count	Frequency (%)
1	5	11.1%
2	2	4.4%
3	3	6.7%
4	4	8.9%
5	1	2.2%
6	6	13.3%
7	7	15.6%
8	1	2.2%
9	2	4.4%
10	2	4.4%

Value	Count	Frequency (%)
12	4	8.9%
11	2	4.4%
10	2	4.4%
9	2	4.4%
8	1	2.2%
7	7	15.6%
6	6	13.3%
5	1	2.2%
4	4	8.9%
3	3	6.7%

death_year
Real number (ℝ)

High correlation Missing

Distinct	36
Distinct (%)	92.3%
Missing	6
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	1900.4615

Minimum	1799
Maximum	2018
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1799
5-th percentile	1826
Q1	1856
median	1886
Q3	1939
95-th percentile	2004.2
Maximum	2018
Range	219
Interquartile range (IQR)	83

Descriptive statistics

Standard deviation	57.637637
Coefficient of variation (CV)	0.030328231
Kurtosis	-0.79281663
Mean	1900.4615
Median Absolute Deviation (MAD)	38
Skewness	0.42618654
Sum	74118
Variance	3322.0972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=36)

Value	Count	Frequency (%)
1826	2	4.4%
1862	2	4.4%
1901	2	4.4%
1945	1	2.2%
1919	1	2.2%
1930	1	2.2%
1924	1	2.2%
1923	1	2.2%
1933	1	2.2%
1964	1	2.2%
Other values (26)	26	57.8%
(Missing)	6	13.3%

Value	Count	Frequency (%)
1799	1	2.2%
1826	2	4.4%
1831	1	2.2%
1836	1	2.2%
1841	1	2.2%
1845	1	2.2%
1848	1	2.2%
1849	1	2.2%
1850	1	2.2%
1862	2	4.4%

Value	Count	Frequency (%)
2018	1	2.2%
2006	1	2.2%
2004	1	2.2%
1994	1	2.2%
1973	1	2.2%
1972	1	2.2%
1969	1	2.2%
1964	1	2.2%
1963	1	2.2%
1945	1	2.2%

death_date
Date

Missing

Distinct	38
Distinct (%)	97.4%
Missing	6
Missing (%)	13.3%
Memory size	488.0 B

Minimum	1799-12-14 00:00:00
Maximum	2018-12-30 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=38)

death_age
Real number (ℝ)

High correlation Missing

Distinct	29
Distinct (%)	74.4%
Missing	6
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	71.025641

Minimum	46
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	46
5-th percentile	52.6
Q1	63
median	70
Q3	79.5
95-th percentile	93
Maximum	94
Range	48
Interquartile range (IQR)	16.5

Descriptive statistics

Standard deviation	12.61471
Coefficient of variation (CV)	0.17760783
Kurtosis	-0.68626546
Mean	71.025641
Median Absolute Deviation (MAD)	9
Skewness	0.15451159
Sum	2770
Variance	159.1309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
67	3	6.7%
57	2	4.4%
93	2	4.4%
90	2	4.4%
78	2	4.4%
64	2	4.4%
63	2	4.4%
71	2	4.4%
60	2	4.4%
49	1	2.2%
Other values (19)	19	42.2%
(Missing)	6	13.3%

Value	Count	Frequency (%)
46	1	2.2%
49	1	2.2%
53	1	2.2%
56	1	2.2%
57	2	4.4%
58	1	2.2%
60	2	4.4%
63	2	4.4%
64	2	4.4%
65	1	2.2%

Value	Count	Frequency (%)
94	1	2.2%
93	2	4.4%
90	2	4.4%
88	1	2.2%
85	1	2.2%
83	1	2.2%
81	1	2.2%
80	1	2.2%
79	1	2.2%
78	2	4.4%

astrological_sign
Categorical

High correlation

Distinct	12
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Scorpio	6
Aquarius	5
Pisces	4
Taurus	4
Capricorn	4
Other values (7)	22

Length

Max length	11
Median length	9
Mean length	6.6
Min length	3

Characters and Unicode

Total characters	297
Distinct characters	23
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Pisces
2nd row	Scorpio
3rd row	Aries
4th row	Pisces
5th row	Taurus

Common Values

Value	Count	Frequency (%)
Scorpio	6	13.3%
Aquarius	5	11.1%
Pisces	4	8.9%
Taurus	4	8.9%
Capricorn	4	8.9%
Libran	4	8.9%
Leo	4	8.9%
Gemini	4	8.9%
Cancer	3	6.7%
Sagittarius	3	6.7%
Other values (2)	4	8.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
scorpio	6	13.3%
aquarius	5	11.1%
pisces	4	8.9%
taurus	4	8.9%
capricorn	4	8.9%
libran	4	8.9%
leo	4	8.9%
gemini	4	8.9%
cancer	3	6.7%
sagittarius	3	6.7%
Other values (2)	4	8.9%

Most occurring characters

Value	Count	Frequency (%)
i	41	13.8%
r	37	12.5%
a	26	8.8%
s	22	7.4%
o	22	7.4%
u	21	7.1%
e	17	5.7%
c	17	5.7%
n	15	5.1%
p	10	3.4%
Other values (13)	69	23.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	297	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	41	13.8%
r	37	12.5%
a	26	8.8%
s	22	7.4%
o	22	7.4%
u	21	7.1%
e	17	5.7%
c	17	5.7%
n	15	5.1%
p	10	3.4%
Other values (13)	69	23.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	297	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	41	13.8%
r	37	12.5%
a	26	8.8%
s	22	7.4%
o	22	7.4%
u	21	7.1%
e	17	5.7%
c	17	5.7%
n	15	5.1%
p	10	3.4%
Other values (13)	69	23.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	297	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	41	13.8%
r	37	12.5%
a	26	8.8%
s	22	7.4%
o	22	7.4%
u	21	7.1%
e	17	5.7%
c	17	5.7%
n	15	5.1%
p	10	3.4%
Other values (13)	69	23.2%

term_begin_day
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.044444

Minimum	2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	2
5-th percentile	4
Q1	4
median	4
Q3	20
95-th percentile	20
Maximum	30
Range	28
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	7.8854168
Coefficient of variation (CV)	0.78505256
Kurtosis	-0.97958101
Mean	10.044444
Median Absolute Deviation (MAD)	0
Skewness	0.74582754
Sum	452
Variance	62.179798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	25	55.6%
20	11	24.4%
9	2	4.4%
30	1	2.2%
15	1	2.2%
19	1	2.2%
14	1	2.2%
2	1	2.2%
12	1	2.2%
22	1	2.2%

Value	Count	Frequency (%)
2	1	2.2%
4	25	55.6%
9	2	4.4%
12	1	2.2%
14	1	2.2%
15	1	2.2%
19	1	2.2%
20	11	24.4%
22	1	2.2%
30	1	2.2%

Value	Count	Frequency (%)
30	1	2.2%
22	1	2.2%
20	11	24.4%
19	1	2.2%
15	1	2.2%
14	1	2.2%
12	1	2.2%
9	2	4.4%
4	25	55.6%
2	1	2.2%

term_begin_month
Real number (ℝ)

Distinct	7
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3555556

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	3
Q3	3
95-th percentile	8.8
Maximum	11
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.3563797
Coefficient of variation (CV)	0.70223236
Kurtosis	2.6071021
Mean	3.3555556
Median Absolute Deviation (MAD)	0
Skewness	1.6567404
Sum	151
Variance	5.5525253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	24	53.3%
1	11	24.4%
4	4	8.9%
9	2	4.4%
8	2	4.4%
7	1	2.2%
11	1	2.2%

Value	Count	Frequency (%)
1	11	24.4%
3	24	53.3%
4	4	8.9%
7	1	2.2%
8	2	4.4%
9	2	4.4%
11	1	2.2%

Value	Count	Frequency (%)
11	1	2.2%
9	2	4.4%
8	2	4.4%
7	1	2.2%
4	4	8.9%
3	24	53.3%
1	11	24.4%

term_begin_year
Real number (ℝ)

High correlation

Distinct	43
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1900.6

Minimum	1789
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1789
5-th percentile	1802.6
Q1	1849
median	1889
Q3	1961
95-th percentile	2007.4
Maximum	2021
Range	232
Interquartile range (IQR)	112

Descriptive statistics

Standard deviation	66.120207
Coefficient of variation (CV)	0.034789123
Kurtosis	-1.0865039
Mean	1900.6
Median Absolute Deviation (MAD)	48
Skewness	0.19898509
Sum	85527
Variance	4371.8818
Monotonicity	Increasing

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1881	2	4.4%
1841	2	4.4%
1789	1	2.2%
1963	1	2.2%
1921	1	2.2%
1923	1	2.2%
1929	1	2.2%
1933	1	2.2%
1945	1	2.2%
1953	1	2.2%
Other values (33)	33	73.3%

Value	Count	Frequency (%)
1789	1	2.2%
1797	1	2.2%
1801	1	2.2%
1809	1	2.2%
1817	1	2.2%
1825	1	2.2%
1829	1	2.2%
1837	1	2.2%
1841	2	4.4%
1845	1	2.2%

Value	Count	Frequency (%)
2021	1	2.2%
2017	1	2.2%
2009	1	2.2%
2001	1	2.2%
1993	1	2.2%
1989	1	2.2%
1981	1	2.2%
1977	1	2.2%
1974	1	2.2%
1969	1	2.2%

term_begin_date
Date

Unique

Distinct	45
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Minimum	1789-04-30 00:00:00
Maximum	2021-01-20 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=45)

term_end_day
Real number (ℝ)

High correlation Missing

Distinct	9
Distinct (%)	20.5%
Missing	1
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	9.5909091

Minimum	2
Maximum	22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	2
5-th percentile	4
Q1	4
median	4
Q3	20
95-th percentile	20
Maximum	22
Range	20
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	7.3589628
Coefficient of variation (CV)	0.76728522
Kurtosis	-1.4915848
Mean	9.5909091
Median Absolute Deviation (MAD)	0
Skewness	0.64807788
Sum	422
Variance	54.154334
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
4	25	55.6%
20	11	24.4%
9	2	4.4%
15	1	2.2%
19	1	2.2%
14	1	2.2%
2	1	2.2%
12	1	2.2%
22	1	2.2%
(Missing)	1	2.2%

Value	Count	Frequency (%)
2	1	2.2%
4	25	55.6%
9	2	4.4%
12	1	2.2%
14	1	2.2%
15	1	2.2%
19	1	2.2%
20	11	24.4%
22	1	2.2%

Value	Count	Frequency (%)
22	1	2.2%
20	11	24.4%
19	1	2.2%
15	1	2.2%
14	1	2.2%
12	1	2.2%
9	2	4.4%
4	25	55.6%
2	1	2.2%

term_end_month
Real number (ℝ)

High correlation Missing

Distinct	7
Distinct (%)	15.9%
Missing	1
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	3.3409091

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2.5
median	3
Q3	3
95-th percentile	8.85
Maximum	11
Range	10
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	2.3815491
Coefficient of variation (CV)	0.71284461
Kurtosis	2.5519463
Mean	3.3409091
Median Absolute Deviation (MAD)	0
Skewness	1.6626697
Sum	147
Variance	5.6717759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	24	53.3%
1	11	24.4%
4	3	6.7%
9	2	4.4%
8	2	4.4%
7	1	2.2%
11	1	2.2%
(Missing)	1	2.2%

Value	Count	Frequency (%)
1	11	24.4%
3	24	53.3%
4	3	6.7%
7	1	2.2%
8	2	4.4%
9	2	4.4%
11	1	2.2%

Value	Count	Frequency (%)
11	1	2.2%
9	2	4.4%
8	2	4.4%
7	1	2.2%
4	3	6.7%
3	24	53.3%
1	11	24.4%

term_end_year
Real number (ℝ)

High correlation Missing

Distinct	42
Distinct (%)	95.5%
Missing	1
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	1903.2273

Minimum	1797
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1797
5-th percentile	1810.2
Q1	1849.75
median	1895
Q3	1961.5
95-th percentile	2007.8
Maximum	2021
Range	224
Interquartile range (IQR)	111.75

Descriptive statistics

Standard deviation	64.614731
Coefficient of variation (CV)	0.033950087
Kurtosis	-1.1123829
Mean	1903.2273
Median Absolute Deviation (MAD)	52
Skewness	0.2161744
Sum	83742
Variance	4175.0634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1881	2	4.4%
1841	2	4.4%
1797	1	2.2%
1969	1	2.2%
1923	1	2.2%
1929	1	2.2%
1933	1	2.2%
1945	1	2.2%
1953	1	2.2%
1961	1	2.2%
Other values (32)	32	71.1%

Value	Count	Frequency (%)
1797	1	2.2%
1801	1	2.2%
1809	1	2.2%
1817	1	2.2%
1825	1	2.2%
1829	1	2.2%
1837	1	2.2%
1841	2	4.4%
1845	1	2.2%
1849	1	2.2%

Value	Count	Frequency (%)
2021	1	2.2%
2017	1	2.2%
2009	1	2.2%
2001	1	2.2%
1993	1	2.2%
1989	1	2.2%
1981	1	2.2%
1977	1	2.2%
1974	1	2.2%
1969	1	2.2%

term_end_date
Date

Missing

Distinct	44
Distinct (%)	100.0%
Missing	1
Missing (%)	2.2%
Memory size	488.0 B

Minimum	1797-04-03 00:00:00
Maximum	2021-01-20 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=44)

presidency_begin_age
Real number (ℝ)

High correlation

Distinct	23
Distinct (%)	51.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55.511111

Minimum	42
Maximum	78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	42
5-th percentile	46
Q1	51
median	55
Q3	60
95-th percentile	68.8
Maximum	78
Range	36
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.4334081
Coefficient of variation (CV)	0.13390847
Kurtosis	0.8412198
Mean	55.511111
Median Absolute Deviation (MAD)	4
Skewness	0.73535971
Sum	2498
Variance	55.255556
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
54	5	11.1%
51	5	11.1%
57	4	8.9%
61	3	6.7%
55	3	6.7%
56	3	6.7%
47	2	4.4%
46	2	4.4%
52	2	4.4%
64	2	4.4%
Other values (13)	14	31.1%

Value	Count	Frequency (%)
42	1	2.2%
43	1	2.2%
46	2	4.4%
47	2	4.4%
48	1	2.2%
49	2	4.4%
50	1	2.2%
51	5	11.1%
52	2	4.4%
54	5	11.1%

Value	Count	Frequency (%)
78	1	2.2%
70	1	2.2%
69	1	2.2%
68	1	2.2%
65	1	2.2%
64	2	4.4%
62	1	2.2%
61	3	6.7%
60	1	2.2%
58	1	2.2%

presidency_end_age
Real number (ℝ)

High correlation Missing

Distinct	22
Distinct (%)	50.0%
Missing	1
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	60.068182

Minimum	46
Maximum	77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	46
5-th percentile	50.3
Q1	55
median	59
Q3	65
95-th percentile	69.85
Maximum	77
Range	31
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.8823932
Coefficient of variation (CV)	0.11457635
Kurtosis	-0.31643357
Mean	60.068182
Median Absolute Deviation (MAD)	5
Skewness	0.30897668
Sum	2643
Variance	47.367336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
65	5	11.1%
58	4	8.9%
56	3	6.7%
55	3	6.7%
68	3	6.7%
54	3	6.7%
59	2	4.4%
60	2	4.4%
52	2	4.4%
63	2	4.4%
Other values (12)	15	33.3%

Value	Count	Frequency (%)
46	1	2.2%
49	1	2.2%
50	1	2.2%
52	2	4.4%
53	2	4.4%
54	3	6.7%
55	3	6.7%
56	3	6.7%
57	1	2.2%
58	4	8.9%

Value	Count	Frequency (%)
77	1	2.2%
74	1	2.2%
70	1	2.2%
69	2	4.4%
68	3	6.7%
66	1	2.2%
65	5	11.1%
64	1	2.2%
63	2	4.4%
61	2	4.4%

political_party
Categorical

Distinct	7
Distinct (%)	15.6%
Missing	0
Missing (%)	0.0%
Memory size	488.0 B

Republican	19
Democrat	15
Democratic-Republican	4
Whig	4
Unaffiliated	1
Other values (2)	2

Length

Max length	21
Median length	14
Mean length	9.9111111
Min length	4

Characters and Unicode

Total characters	446
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3 ?
Unique (%)	6.7%

Sample

1st row	Unaffiliated
2nd row	Federalist
3rd row	Democratic-Republican
4th row	Democratic-Republican
5th row	Democratic-Republican

Common Values

Value	Count	Frequency (%)
Republican	19	42.2%
Democrat	15	33.3%
Democratic-Republican	4	8.9%
Whig	4	8.9%
Unaffiliated	1	2.2%
Federalist	1	2.2%
National Union	1	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
republican	19	41.3%
democrat	15	32.6%
democratic-republican	4	8.7%
whig	4	8.7%
unaffiliated	1	2.2%
federalist	1	2.2%
national	1	2.2%
union	1	2.2%

Most occurring characters

Value	Count	Frequency (%)
a	47	10.5%
c	46	10.3%
e	45	10.1%
i	36	8.1%
n	27	6.1%
l	26	5.8%
R	23	5.2%
p	23	5.2%
u	23	5.2%
b	23	5.2%
Other values (16)	127	28.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	446	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	47	10.5%
c	46	10.3%
e	45	10.1%
i	36	8.1%
n	27	6.1%
l	26	5.8%
R	23	5.2%
p	23	5.2%
u	23	5.2%
b	23	5.2%
Other values (16)	127	28.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	446	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	47	10.5%
c	46	10.3%
e	45	10.1%
i	36	8.1%
n	27	6.1%
l	26	5.8%
R	23	5.2%
p	23	5.2%
u	23	5.2%
b	23	5.2%
Other values (16)	127	28.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	446	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	47	10.5%
c	46	10.3%
e	45	10.1%
i	36	8.1%
n	27	6.1%
l	26	5.8%
R	23	5.2%
p	23	5.2%
u	23	5.2%
b	23	5.2%
Other values (16)	127	28.5%

corrected_iq
Real number (ℝ)

Missing

Distinct	21
Distinct (%)	50.0%
Missing	3
Missing (%)	6.7%
Infinite	0
Infinite (%)	0.0%
Mean	146.83333

Minimum	130
Maximum	175
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	130
5-th percentile	139.05
Q1	140.25
median	145
Q3	151.75
95-th percentile	160
Maximum	175
Range	45
Interquartile range (IQR)	11.5

Descriptive statistics

Standard deviation	8.2430064
Coefficient of variation (CV)	0.056138523
Kurtosis	2.1090053
Mean	146.83333
Median Absolute Deviation (MAD)	5
Skewness	1.1281188
Sum	6167
Variance	67.947154
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
140	8	17.8%
143	4	8.9%
145	3	6.7%
142	3	6.7%
146	3	6.7%
160	3	6.7%
139	2	4.4%
155	2	4.4%
152	2	4.4%
175	1	2.2%
Other values (11)	11	24.4%
(Missing)	3	6.7%

Value	Count	Frequency (%)
130	1	2.2%
139	2	4.4%
140	8	17.8%
141	1	2.2%
142	3	6.7%
143	4	8.9%
144	1	2.2%
145	3	6.7%
146	3	6.7%
147	1	2.2%

Value	Count	Frequency (%)
175	1	2.2%
160	3	6.7%
159	1	2.2%
157	1	2.2%
155	2	4.4%
153	1	2.2%
152	2	4.4%
151	1	2.2%
150	1	2.2%
149	1	2.2%

Interactions

Correlations

	astrological_sign	birth_day	birth_month	birth_state	birth_year	body_mass_index	body_mass_index_range	corrected_iq	death_age	death_day	death_month	death_year	height_cm	height_in	political_party	presidency_begin_age	presidency_end_age	term_begin_day	term_begin_month	term_begin_year	term_end_day	term_end_month	term_end_year	weight_kg	weight_lb
astrological_sign	1.000	0.240	0.731	0.000	0.120	0.182	0.278	0.000	0.000	0.098	0.224	0.000	0.000	0.000	0.000	0.000	0.000	0.269	0.371	0.000	0.000	0.243	0.000	0.259	0.259
birth_day	0.240	1.000	-0.082	0.197	-0.215	0.041	0.214	0.050	-0.171	-0.045	0.004	-0.133	0.042	0.042	0.000	-0.004	0.069	-0.087	0.164	-0.207	-0.030	0.273	-0.235	0.129	0.129
birth_month	0.731	-0.082	1.000	0.000	0.092	0.288	0.511	0.047	-0.201	0.050	0.051	0.028	-0.229	-0.229	0.000	-0.087	-0.266	-0.027	0.012	0.096	-0.131	-0.126	0.054	0.049	0.049
birth_state	0.000	0.197	0.000	1.000	0.234	0.000	0.000	0.000	0.171	0.000	0.000	0.293	0.000	0.000	0.000	0.039	0.144	0.277	0.154	0.280	0.000	0.000	0.273	0.000	0.000
birth_year	0.120	-0.215	0.092	0.234	1.000	0.116	0.000	-0.123	-0.044	0.289	0.019	0.984	0.343	0.343	0.312	-0.123	-0.172	0.593	-0.462	0.993	0.720	-0.421	0.995	0.273	0.273
body_mass_index	0.182	0.041	0.288	0.000	0.116	1.000	0.909	-0.037	-0.025	-0.002	-0.015	0.108	-0.170	-0.170	0.000	-0.006	-0.016	-0.043	-0.044	0.123	0.093	-0.052	0.140	0.788	0.788
body_mass_index_range	0.278	0.214	0.511	0.000	0.000	0.909	1.000	0.000	0.000	0.000	0.000	0.000	0.229	0.242	0.000	0.000	0.000	0.000	0.000	0.154	0.000	0.086	0.164	0.720	0.720
corrected_iq	0.000	0.050	0.047	0.000	-0.123	-0.037	0.000	1.000	-0.077	-0.037	-0.243	-0.238	-0.035	-0.035	0.116	-0.267	-0.198	-0.058	-0.138	-0.165	0.011	0.157	-0.166	-0.015	-0.015
death_age	0.000	-0.171	-0.201	0.171	-0.044	-0.025	0.000	-0.077	1.000	0.170	0.093	0.073	-0.080	-0.080	0.180	0.642	0.653	0.150	-0.210	-0.007	0.070	-0.582	-0.002	-0.063	-0.063
death_day	0.098	-0.045	0.050	0.000	0.289	-0.002	0.000	-0.037	0.170	1.000	0.218	0.304	-0.100	-0.100	0.053	-0.096	-0.063	0.393	-0.022	0.254	0.421	-0.269	0.261	-0.056	-0.056
death_month	0.224	0.004	0.051	0.000	0.019	-0.015	0.000	-0.243	0.093	0.218	1.000	-0.008	0.153	0.153	0.000	0.118	0.061	0.240	-0.080	0.009	0.196	0.035	0.009	0.076	0.076
death_year	0.000	-0.133	0.028	0.293	0.984	0.108	0.000	-0.238	0.073	0.304	-0.008	1.000	0.250	0.250	0.391	-0.083	-0.048	0.423	-0.114	0.989	0.562	-0.263	0.991	0.201	0.201
height_cm	0.000	0.042	-0.229	0.000	0.343	-0.170	0.229	-0.035	-0.080	-0.100	0.153	0.250	1.000	1.000	0.173	0.023	0.085	0.426	-0.115	0.346	0.374	-0.180	0.360	0.380	0.380
height_in	0.000	0.042	-0.229	0.000	0.343	-0.170	0.242	-0.035	-0.080	-0.100	0.153	0.250	1.000	1.000	0.063	0.023	0.085	0.426	-0.115	0.346	0.374	-0.180	0.360	0.380	0.380
political_party	0.000	0.000	0.000	0.000	0.312	0.000	0.000	0.116	0.180	0.053	0.000	0.391	0.173	0.063	1.000	0.273	0.062	0.438	0.205	0.357	0.000	0.000	0.292	0.000	0.000
presidency_begin_age	0.000	-0.004	-0.087	0.039	-0.123	-0.006	0.000	-0.267	0.642	-0.096	0.118	-0.083	0.023	0.023	0.273	1.000	0.911	0.123	-0.166	-0.036	0.075	-0.203	-0.114	-0.014	-0.014
presidency_end_age	0.000	0.069	-0.266	0.144	-0.172	-0.016	0.000	-0.198	0.653	-0.063	0.061	-0.048	0.085	0.085	0.062	0.911	1.000	0.053	-0.127	-0.098	0.062	-0.226	-0.099	0.004	0.004
term_begin_day	0.269	-0.087	-0.027	0.277	0.593	-0.043	0.000	-0.058	0.150	0.393	0.240	0.423	0.426	0.426	0.438	0.123	0.053	1.000	-0.317	0.590	0.656	-0.527	0.572	0.177	0.177
term_begin_month	0.371	0.164	0.012	0.154	-0.462	-0.044	0.000	-0.138	-0.210	-0.022	-0.080	-0.114	-0.115	-0.115	0.205	-0.166	-0.127	-0.317	1.000	-0.461	-0.471	0.138	-0.421	-0.100	-0.100
term_begin_year	0.000	-0.207	0.096	0.280	0.993	0.123	0.154	-0.165	-0.007	0.254	0.009	0.989	0.346	0.346	0.357	-0.036	-0.098	0.590	-0.461	1.000	0.717	-0.443	1.000	0.279	0.279
term_end_day	0.000	-0.030	-0.131	0.000	0.720	0.093	0.000	0.011	0.070	0.421	0.196	0.562	0.374	0.374	0.000	0.075	0.062	0.656	-0.471	0.717	1.000	-0.406	0.714	0.298	0.298
term_end_month	0.243	0.273	-0.126	0.000	-0.421	-0.052	0.086	0.157	-0.582	-0.269	0.035	-0.263	-0.180	-0.180	0.000	-0.203	-0.226	-0.527	0.138	-0.443	-0.406	1.000	-0.448	-0.075	-0.075
term_end_year	0.000	-0.235	0.054	0.273	0.995	0.140	0.164	-0.166	-0.002	0.261	0.009	0.991	0.360	0.360	0.292	-0.114	-0.099	0.572	-0.421	1.000	0.714	-0.448	1.000	0.297	0.297
weight_kg	0.259	0.129	0.049	0.000	0.273	0.788	0.720	-0.015	-0.063	-0.056	0.076	0.201	0.380	0.380	0.000	-0.014	0.004	0.177	-0.100	0.279	0.298	-0.075	0.297	1.000	1.000
weight_lb	0.259	0.129	0.049	0.000	0.273	0.788	0.720	-0.015	-0.063	-0.056	0.076	0.201	0.380	0.380	0.000	-0.014	0.004	0.177	-0.100	0.279	0.298	-0.075	0.297	1.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	name	height_cm	height_in	weight_kg	weight_lb	body_mass_index	body_mass_index_range	birth_day	birth_month	birth_year	birth_date	birthplace	birth_state	death_day	death_month	death_year	death_date	death_age	astrological_sign	term_begin_day	term_begin_month	term_begin_year	term_begin_date	term_end_day	term_end_month	term_end_year	term_end_date	presidency_begin_age	presidency_end_age	political_party	corrected_iq
0	George Washington	188	74.0	79.4	175	22.5	Normal	22	2	1732	22-02-1732	Westmoreland County	Virginia	14.0	12.0	1799.0	14-12-1799	67.0	Pisces	30	4	1789	30-04-1789	4.0	3.0	1797.0	04-03-1797	57	65.0	Unaffiliated	140.0
1	John Adams	170	67.0	83.9	185	29.0	Overweight	30	10	1735	30-10-1735	Braintree	Massachusetts	4.0	7.0	1826.0	04-07-1826	90.0	Scorpio	4	3	1797	04-03-1797	4.0	3.0	1801.0	04-03-1801	61	65.0	Federalist	155.0
2	Thomas Jefferson	189	74.5	82.1	181	23.0	Normal	13	4	1743	13-04-1743	Shadwell	Virginia	4.0	7.0	1826.0	04-07-1826	83.0	Aries	4	3	1801	04-03-1801	4.0	3.0	1809.0	04-03-1809	57	65.0	Democratic-Republican	160.0
3	James Madison	163	64.0	55.3	122	20.8	Normal	16	3	1751	16-03-1751	Port Conway	Virginia	28.0	6.0	1836.0	28-06-1836	85.0	Pisces	4	3	1809	04-03-1809	4.0	3.0	1817.0	04-03-1817	57	65.0	Democratic-Republican	160.0
4	James Monroe	183	72.0	85.7	189	25.6	Overweight	28	4	1758	28-04-1758	Monroe Hall	Virginia	4.0	7.0	1831.0	04-07-1831	73.0	Taurus	4	3	1817	04-03-1817	4.0	3.0	1825.0	04-03-1825	58	66.0	Democratic-Republican	139.0
5	John Quincy Adams	171	67.5	92.1	203	31.5	Obese	11	7	1767	11-07-1767	Braintree	Massachusetts	23.0	2.0	1848.0	23-02-1848	80.0	Cancer	4	3	1825	04-03-1825	4.0	3.0	1829.0	04-03-1829	57	61.0	Democratic-Republican	175.0
6	Andrew Jackson	185	73.0	63.5	140	18.6	Normal	15	3	1767	15-03-1767	Waxhaws Region	South Carolina	8.0	6.0	1845.0	08-06-1845	78.0	Pisces	4	3	1829	04-03-1829	4.0	3.0	1837.0	04-03-1837	61	69.0	Democrat	145.0
7	Martin Van Buren	168	66.0	74.4	164	26.4	Overweight	5	12	1782	05-12-1782	Kinderhook	New York	24.0	7.0	1862.0	24-07-1862	79.0	Sagittarius	4	3	1837	04-03-1837	4.0	3.0	1841.0	04-03-1841	54	58.0	Democrat	146.0
8	William Henry Harrison	173	68.0	73.5	162	24.6	Normal	9	2	1773	09-02-1773	Charles City County	Virginia	4.0	4.0	1841.0	04-04-1841	68.0	Aquarius	4	3	1841	04-03-1841	4.0	4.0	1841.0	04-04-1841	68	68.0	Whig	146.0
9	John Tyler	183	72.0	72.6	160	21.7	Normal	29	3	1790	29-03-1790	Charles City County	Virginia	18.0	1.0	1862.0	18-01-1862	71.0	Aries	4	4	1841	04-04-1841	4.0	3.0	1845.0	04-03-1845	51	54.0	Whig	148.0

	name	height_cm	height_in	weight_kg	weight_lb	body_mass_index	body_mass_index_range	birth_day	birth_month	birth_year	birth_date	birthplace	birth_state	death_day	death_month	death_year	death_date	death_age	astrological_sign	term_begin_day	term_begin_month	term_begin_year	term_begin_date	term_end_day	term_end_month	term_end_year	term_end_date	presidency_begin_age	presidency_end_age	political_party	corrected_iq
35	Richard Milhous Nixon	182	71.5	79.4	175	24.0	Normal	9	1	1913	09-01-1913	Yorba Linda	California	22.0	4.0	1994.0	22-04-1994	81.0	Capricorn	20	1	1969	20-01-1969	9.0	8.0	1974.0	09-08-1974	56	61.0	Republican	143.0
36	Gerald Rudolph Ford	183	72.0	86.2	190	25.7	Overweight	14	7	1913	14-07-1913	Omaha	Nebraska	26.0	12.0	2006.0	26-12-2006	93.0	Cancer	9	8	1974	09-08-1974	20.0	1.0	1977.0	20-01-1977	61	63.0	Republican	140.0
37	James Earl Carter	177	69.5	80.3	177	25.6	Overweight	1	10	1924	01-10-1924	Plains	Georgia	NaN	NaN	NaN	NaN	NaN	Libran	20	1	1977	20-01-1977	20.0	1.0	1981.0	20-01-1981	52	56.0	Democrat	157.0
38	Ronald Wilson Reagan	185	73.0	81.6	180	23.8	Normal	6	2	1911	06-02-1911	Tampico	Illinois	5.0	6.0	2004.0	05-06-2004	93.0	Aquarius	20	1	1981	20-01-1981	20.0	1.0	1989.0	20-01-1989	69	77.0	Republican	142.0
39	George Herbert Walker Bush	188	74.0	88.5	195	25.0	Overweight	12	6	1924	12-06-1924	Milton	Massachusetts	30.0	12.0	2018.0	30-12-2018	94.0	Gemini	20	1	1989	20-01-1989	20.0	1.0	1993.0	20-01-1993	64	68.0	Republican	143.0
40	William Jefferson Clinton	188	74.0	101.2	223	28.6	Overweight	19	8	1946	19-08-1946	Hope	Arkansas	NaN	NaN	NaN	NaN	NaN	Leo	20	1	1993	20-01-1993	20.0	1.0	2001.0	20-01-2001	46	54.0	Democrat	159.0
41	George Walker Bush	182	71.5	84.4	186	25.5	Overweight	6	6	1946	06-06-1946	New Haven	Connecticut	NaN	NaN	NaN	NaN	NaN	Gemini	20	1	2001	20-01-2001	20.0	1.0	2009.0	20-01-2009	54	52.0	Republican	139.0
42	Barack Hussein Obama	185	73.0	81.6	180	23.8	Normal	4	8	1961	04-08-1961	Honolulu	Hawaii	NaN	NaN	NaN	NaN	NaN	Leo	20	1	2009	20-01-2009	20.0	1.0	2017.0	20-01-2017	47	55.0	Democrat	NaN
43	Donald John Trump	191	75.0	107.5	237	29.5	Overweight	14	6	1946	14-06-1946	Queens	New York	NaN	NaN	NaN	NaN	NaN	Gemini	20	1	2017	20-01-2017	20.0	1.0	2021.0	20-01-2021	70	74.0	Republican	NaN
44	Joseph Robinette Biden	182	71.5	80.7	178	24.4	Normal	20	11	1942	20-11-1942	Scranton	Pennsylvania	NaN	NaN	NaN	NaN	NaN	Scorpio	20	1	2021	20-01-2021	NaN	NaN	NaN	NaN	78	NaN	Democrat	NaN

Overview

Variables

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Common Values

Length

Common Values (Plot)

Most occurring characters

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Most occurring characters

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Common Values

Length

Most occurring characters

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Common Values

Length

Most occurring characters

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(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

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(unknown)

Most occurring scripts

Most frequent character per script

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Most occurring blocks

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Interactions

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Missing values

Sample